The fluorescent lights buzzed overhead, a constant irritation that echoed the mood brewing inside of Maria. Across from her, Emily, her replacement, was radiating enthusiasm. It was making Maria feel ill.

“Okay, so the first thing is the daily report…” Emily began, but Maria interrupted her with a sigh.

“It's all on the intranet. Just follow the links." She looked pointedly at her watch. The hour felt like an eternity. She knew the job like the back of her hand, but she would not offer assistance, not one iota.

She busied herself with rearranging pens and pencils on her desk, avoiding any further engagement. As Emily clicked her way through the system, Maria simply watched, her face a mask of indifference.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349